{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # 数据处理最重要的模块\n",
    "import pandas as pd # 数据处理最重要的模块\n",
    "import scipy.stats as stats # 统计模块\n",
    "from datetime import datetime # 时间模块\n",
    "import scipy\n",
    "# import pymysql  # 导入数据库模块\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime64[ns]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>日期</th>\n",
       "      <th>定期存款利率:1年(整存整取)</th>\n",
       "      <th>短期贷款利率:6个月至1年(含)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1991-04-21</td>\n",
       "      <td>7.56</td>\n",
       "      <td>8.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1993-05-15</td>\n",
       "      <td>9.18</td>\n",
       "      <td>9.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1993-07-11</td>\n",
       "      <td>10.98</td>\n",
       "      <td>10.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>1996-05-01</td>\n",
       "      <td>9.18</td>\n",
       "      <td>10.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>1996-08-23</td>\n",
       "      <td>7.47</td>\n",
       "      <td>10.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>1049</td>\n",
       "      <td>2023-11-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>1050</td>\n",
       "      <td>2023-12-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>1051</td>\n",
       "      <td>2024-01-22</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>1052</td>\n",
       "      <td>2024-02-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>1053</td>\n",
       "      <td>2024-03-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1047 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        序号         日期  定期存款利率:1年(整存整取)  短期贷款利率:6个月至1年(含)\n",
       "2        3 1991-04-21             7.56              8.64\n",
       "3        4 1993-05-15             9.18              9.36\n",
       "4        5 1993-07-11            10.98             10.98\n",
       "7        8 1996-05-01             9.18             10.98\n",
       "8        9 1996-08-23             7.47             10.08\n",
       "...    ...        ...              ...               ...\n",
       "1048  1049 2023-11-20             1.50              3.45\n",
       "1049  1050 2023-12-20             1.50              3.45\n",
       "1050  1051 2024-01-22             1.50              3.45\n",
       "1051  1052 2024-02-20             1.50              3.45\n",
       "1052  1053 2024-03-20             1.50              3.45\n",
       "\n",
       "[1047 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel('cdata.xlsx')\n",
    "data['日期'] = pd.to_datetime(data['日期'])\n",
    "data=data.dropna()\n",
    "print(data['日期'].dtype)\n",
    "data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>日期</th>\n",
       "      <th>定期存款利率:1年(整存整取)</th>\n",
       "      <th>短期贷款利率:6个月至1年(含)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>2007-03-18</td>\n",
       "      <td>2.79</td>\n",
       "      <td>6.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>3.06</td>\n",
       "      <td>6.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>2007-07-21</td>\n",
       "      <td>3.33</td>\n",
       "      <td>6.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>2007-08-22</td>\n",
       "      <td>3.60</td>\n",
       "      <td>7.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>2007-09-15</td>\n",
       "      <td>3.87</td>\n",
       "      <td>7.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>1049</td>\n",
       "      <td>2023-11-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>1050</td>\n",
       "      <td>2023-12-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>1051</td>\n",
       "      <td>2024-01-22</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>1052</td>\n",
       "      <td>2024-02-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>1053</td>\n",
       "      <td>2024-03-20</td>\n",
       "      <td>1.50</td>\n",
       "      <td>3.45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1034 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        序号         日期  定期存款利率:1年(整存整取)  短期贷款利率:6个月至1年(含)\n",
       "18      19 2007-03-18             2.79              6.39\n",
       "19      20 2007-05-19             3.06              6.57\n",
       "20      21 2007-07-21             3.33              6.84\n",
       "21      22 2007-08-22             3.60              7.02\n",
       "22      23 2007-09-15             3.87              7.29\n",
       "...    ...        ...              ...               ...\n",
       "1048  1049 2023-11-20             1.50              3.45\n",
       "1049  1050 2023-12-20             1.50              3.45\n",
       "1050  1051 2024-01-22             1.50              3.45\n",
       "1051  1052 2024-02-20             1.50              3.45\n",
       "1052  1053 2024-03-20             1.50              3.45\n",
       "\n",
       "[1034 rows x 4 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdata=data[data['日期'] > '2006-12-31']\n",
    "pdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/System/Library/Fonts/Supplemental/Times New Roman Bold Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/Skia.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansModi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansTagbanwa-Regular.ttf\n",
      "/System/Library/Fonts/SFArabic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansGunjalaGondi-Regular.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansCanadianAboriginal-Regular.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansKhudawadi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Verdana Bold Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansPauCinHau-Regular.ttf\n",
      "/System/Library/Fonts/Avenir Next Condensed.ttc\n",
      "/System/Library/Fonts/Supplemental/Diwan Thuluth.ttf\n",
      "/System/Library/Fonts/Supplemental/Chalkboard.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansHanifiRohingya-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Wingdings 3.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansGlagolitic-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansSoraSompeng-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Verdana.ttf\n",
      "/System/Library/Fonts/Supplemental/GujaratiMT.ttc\n",
      "/System/Library/Fonts/Supplemental/PartyLET-plain.ttf\n",
      "/System/Library/Fonts/Supplemental/Seravek.ttc\n",
      "/System/Library/Fonts/Supplemental/AlBayan.ttc\n",
      "/System/Library/Fonts/Supplemental/BigCaslon.ttf\n",
      "/System/Library/Fonts/Supplemental/Impact.ttf\n",
      "/System/Library/Fonts/SFNS.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXSizFourSymReg.otf\n",
      "/System/Library/Fonts/Monaco.ttf\n",
      "/System/Library/Fonts/NotoNastaliq.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansSharada-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansOldItalic-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXNonUniBolIta.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansNewa-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansSundanese-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXIntUpDReg.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansPhagsPa-Regular.ttf\n",
      "/System/Library/Fonts/Kohinoor.ttc\n",
      "/System/Library/Fonts/Supplemental/Georgia Bold.ttf\n",
      "/System/Library/Fonts/Apple Braille Pinpoint 6 Dot.ttf\n",
      "/System/Library/Fonts/ヒラギノ丸ゴ ProN W4.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansNabataean-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Times New Roman Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/Papyrus.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansCarian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Tamil Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/Wingdings.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansLisu-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Luminari.ttf\n",
      "/System/Library/Fonts/Supplemental/SignPainter.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansTifinagh-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Times New Roman Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/Krungthep.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXSizOneSymBol.otf\n",
      "/System/Library/Fonts/SFNSItalic.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXGeneralItalic.otf\n",
      "/System/Library/Fonts/Supplemental/Arial Narrow Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansDuployan-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSerifNyiakengPuachueHmong-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansAvestan-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Trebuchet MS Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansJavanese-Regular.otf\n",
      "/System/Library/Fonts/Supplemental/Tahoma.ttf\n",
      "/System/Library/Fonts/Keyboard.ttf\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W3.ttc\n",
      "/System/Library/Fonts/Palatino.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXSizOneSymReg.otf\n",
      "/System/Library/Fonts/Supplemental/Kannada MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansBamum-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Devanagari Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXIntSmReg.otf\n",
      "/System/Library/Fonts/Supplemental/Bangla MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansTirhuta-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Bodoni 72 OS.ttc\n",
      "/System/Library/Fonts/Apple Color Emoji.ttc\n",
      "/System/Library/Fonts/Supplemental/Trebuchet MS Bold.ttf\n",
      "/System/Library/Fonts/KohinoorTelugu.ttc\n",
      "/System/Library/Fonts/NotoSerifMyanmar.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansWarangCiti-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansKharoshthi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXVar.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansKhojki-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansOsmanya-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXSizTwoSymReg.otf\n",
      "/System/Library/Fonts/Supplemental/STIXSizFourSymBol.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMeroitic-Regular.ttf\n",
      "/System/Library/Fonts/ヒラギノ明朝 ProN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansOldPersian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Trattatello.ttf\n",
      "/System/Library/Fonts/Supplemental/Microsoft Sans Serif.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansKaithi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansInscriptionalPahlavi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansUgaritic-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Gurmukhi Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXIntDReg.otf\n",
      "/System/Library/Fonts/Supplemental/Nadeem.ttc\n",
      "/System/Library/Fonts/Supplemental/DIN Condensed Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansCuneiform-Regular.ttf\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W2.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansBrahmi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Wingdings 2.ttf\n",
      "/System/Library/Fonts/Supplemental/Bodoni 72.ttc\n",
      "/System/Library/Fonts/Supplemental/PlantagenetCherokee.ttf\n",
      "/System/Library/Fonts/Supplemental/Savoye LET.ttc\n",
      "/System/Library/Fonts/Supplemental/Gurmukhi MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansPalmyrene-Regular.ttf\n",
      "/System/Library/Fonts/SFCompact.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansOldTurkic-Regular.ttf\n",
      "/System/Library/Fonts/MarkerFelt.ttc\n",
      "/System/Library/Fonts/NotoSansArmenian.ttc\n",
      "/System/Library/Fonts/Supplemental/Mishafi Gold.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXNonUniBol.otf\n",
      "/System/Library/Fonts/STHeiti Light.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansCoptic-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansVai-Regular.ttf\n",
      "/System/Library/Fonts/Courier.ttc\n",
      "/System/Library/Fonts/Hiragino Sans GB.ttc\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W5.ttc\n",
      "/System/Library/Fonts/Supplemental/Rockwell.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansMro-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMeeteiMayek-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXNonUniIta.otf\n",
      "/System/Library/Fonts/Supplemental/Myanmar MN.ttc\n",
      "/System/Library/Fonts/Supplemental/Academy Engraved LET Fonts.ttf\n",
      "/System/Library/Fonts/NotoSansKannada.ttc\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W0.ttc\n",
      "/System/Library/Fonts/Supplemental/PTSerifCaption.ttc\n",
      "/System/Library/Fonts/Supplemental/ITFDevanagari.ttc\n",
      "/System/Library/Fonts/Supplemental/Bangla Sangam MN.ttc\n",
      "/System/Library/Fonts/Apple Braille Pinpoint 8 Dot.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansInscriptionalParthian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMongolian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMendeKikakui-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial Unicode.ttf\n",
      "/System/Library/Fonts/Supplemental/Futura.ttc\n",
      "/System/Library/Fonts/Supplemental/Brush Script.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansBassaVah-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansHanunoo-Regular.ttf\n",
      "/Library/Fonts/Arial Unicode.ttf\n",
      "/System/Library/Fonts/Apple Braille Outline 6 Dot.ttf\n",
      "/System/Library/Fonts/SFNSMonoItalic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMandaic-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Kokonor.ttf\n",
      "/System/Library/Fonts/Supplemental/EuphemiaCAS.ttc\n",
      "/System/Library/Fonts/Supplemental/Baghdad.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXSizThreeSymReg.otf\n",
      "/System/Library/Fonts/SFNSMono.ttf\n",
      "/System/Library/Fonts/Times.ttc\n",
      "/System/Library/Fonts/Supplemental/Arial Bold Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansWancho-Regular.ttf\n",
      "/System/Library/Fonts/Geneva.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMiao-Regular.ttf\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W1.ttc\n",
      "/System/Library/Fonts/Supplemental/PTSerif.ttc\n",
      "/System/Library/Fonts/Supplemental/Georgia Bold Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/Gurmukhi.ttf\n",
      "/System/Library/Fonts/AppleSDGothicNeo.ttc\n",
      "/System/Library/Fonts/Supplemental/Arial Narrow Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/Diwan Kufi.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansOldSouthArabian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Lao MN.ttc\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W8.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXGeneral.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansSiddham-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Courier New.ttf\n",
      "/System/Library/Fonts/ArialHB.ttc\n",
      "/System/Library/Fonts/Supplemental/Hoefler Text.ttc\n",
      "/System/Library/Fonts/Supplemental/Times New Roman.ttf\n",
      "/System/Library/Fonts/Supplemental/Farah.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansMarchen-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansLycian-Regular.ttf\n",
      "/System/Library/Fonts/Avenir.ttc\n",
      "/System/Library/Fonts/Supplemental/Sinhala MN.ttc\n",
      "/System/Library/Fonts/Supplemental/Baskerville.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansBhaiksuki-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Myanmar Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/Zapfino.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansTakri-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansLepcha-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMasaramGondi-Regular.otf\n",
      "/System/Library/Fonts/Supplemental/GillSans.ttc\n",
      "/System/Library/Fonts/Supplemental/Oriya MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansNewTaiLue-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXIntUpSmReg.otf\n",
      "/System/Library/Fonts/Supplemental/Iowan Old Style.ttc\n",
      "/System/Library/Fonts/KohinoorBangla.ttc\n",
      "/System/Library/Fonts/NewYork.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXGeneralBol.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansSamaritan-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Al Nile.ttc\n",
      "/System/Library/Fonts/SFNSRounded.ttf\n",
      "/System/Library/Fonts/SFArabicRounded.ttf\n",
      "/System/Library/Fonts/Supplemental/NISC18030.ttf\n",
      "/System/Library/Fonts/GeezaPro.ttc\n",
      "/System/Library/Fonts/Supplemental/InaiMathi-MN.ttc\n",
      "/System/Library/Fonts/Supplemental/AppleGothic.ttf\n",
      "/System/Library/Fonts/Supplemental/Sana.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansSaurashtra-Regular.ttf\n",
      "/System/Library/Fonts/Apple Braille Outline 8 Dot.ttf\n",
      "/System/Library/Fonts/Supplemental/ChalkboardSE.ttc\n",
      "/System/Library/Fonts/Avenir Next.ttc\n",
      "/System/Library/Fonts/Supplemental/Malayalam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXTwoText.ttf\n",
      "/System/Library/Fonts/Supplemental/AppleMyungjo.ttf\n",
      "/System/Library/Fonts/Supplemental/Didot.ttc\n",
      "/System/Library/Fonts/Helvetica.ttc\n",
      "/System/Library/Fonts/Supplemental/Trebuchet MS.ttf\n",
      "/System/Library/Fonts/Supplemental/Malayalam Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/Khmer Sangam MN.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansElbasan-Regular.ttf\n",
      "/System/Library/Fonts/SFCompactRounded.ttf\n",
      "/System/Library/Fonts/Supplemental/DecoTypeNaskh.ttc\n",
      "/System/Library/Fonts/Supplemental/Gujarati Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXTwoText-Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansLimbu-Regular.ttf\n",
      "/System/Library/Fonts/PingFang.ttc\n",
      "/System/Library/Fonts/Supplemental/Kailasa.ttc\n",
      "/System/Library/Fonts/Supplemental/Hoefler Text Ornaments.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSerifAhom-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXIntDBol.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansMahajani-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansPsalterPahlavi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXNonUni.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansEgyptianHieroglyphs-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansNKo-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/PTMono.ttc\n",
      "/System/Library/Fonts/Supplemental/KufiStandardGK.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXTwoMath.otf\n",
      "/System/Library/Fonts/Supplemental/Comic Sans MS Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/Bradley Hand Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/Tamil MN.ttc\n",
      "/System/Library/Fonts/Supplemental/Comic Sans MS.ttf\n",
      "/System/Library/Fonts/Supplemental/Raanana.ttc\n",
      "/System/Library/Fonts/SFCompactItalic.ttf\n",
      "/System/Library/Fonts/AquaKana.ttc\n",
      "/System/Library/Fonts/Supplemental/Trebuchet MS Bold Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/DIN Alternate Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/Ayuthaya.ttf\n",
      "/System/Library/Fonts/Supplemental/SuperClarendon.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansCypriot-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXSizTwoSymBol.otf\n",
      "/System/Library/Fonts/Supplemental/Silom.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXSizFiveSymReg.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansThaana-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansYi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXIntUpSmBol.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansLinearB-Regular.ttf\n",
      "/System/Library/Fonts/MuktaMahee.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansBatak-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Khmer MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansRejang-Regular.ttf\n",
      "/System/Library/Fonts/Menlo.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansPhoenician-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial Narrow.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/Oriya Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/Apple Chancery.ttf\n",
      "/System/Library/Fonts/Supplemental/Cochin.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansOldHungarian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/AmericanTypewriter.ttc\n",
      "/System/Library/Fonts/Supplemental/Shree714.ttc\n",
      "/System/Library/Fonts/Apple Braille.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansTaiLe-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Al Tarikh.ttc\n",
      "/System/Library/Fonts/Supplemental/Tahoma Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansTaiTham-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Mishafi.ttf\n",
      "/System/Library/Fonts/Supplemental/Sinhala Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansKayahLi-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXIntSmBol.otf\n",
      "/System/Library/Fonts/LucidaGrande.ttc\n",
      "/System/Library/Fonts/Supplemental/Telugu MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansLydian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Copperplate.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansGothic-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Chalkduster.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSerifYezidi-Regular.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansTaiViet-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial Narrow Bold Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/NewPeninimMT.ttc\n",
      "/System/Library/Fonts/Supplemental/Bodoni Ornaments.ttf\n",
      "/System/Library/Fonts/Supplemental/Telugu Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansLinearA-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Athelas.ttc\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W4.ttc\n",
      "/System/Library/Fonts/Supplemental/Damascus.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansMultani-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/PTSans.ttc\n",
      "/System/Library/Fonts/Supplemental/Georgia.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial Rounded Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXGeneralBolIta.otf\n",
      "/System/Library/Fonts/Supplemental/Courier New Bold Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial Black.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXIntUpDBol.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansSylotiNagri-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Courier New Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/Verdana Bold.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansPahawhHmong-Regular.ttf\n",
      "/System/Library/Fonts/NewYorkItalic.ttf\n",
      "/System/Library/Fonts/Supplemental/Lao Sangam MN.ttf\n",
      "/System/Library/Fonts/Supplemental/Arial.ttf\n",
      "/System/Library/Fonts/Noteworthy.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansBuhid-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXIntUpBol.otf\n",
      "/System/Library/Fonts/Supplemental/Kefa.ttc\n",
      "/System/Library/Fonts/Optima.ttc\n",
      "/System/Library/Fonts/Supplemental/Mshtakan.ttc\n",
      "/System/Library/Fonts/Supplemental/Sathu.ttf\n",
      "/System/Library/Fonts/ZapfDingbats.ttf\n",
      "/System/Library/Fonts/Apple Symbols.ttf\n",
      "/System/Library/Fonts/Supplemental/Andale Mono.ttf\n",
      "/System/Library/Fonts/Supplemental/Kannada Sangam MN.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansImperialAramaic-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXSizThreeSymBol.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansAdlam-Regular.ttf\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W9.ttc\n",
      "/System/Library/Fonts/Supplemental/Bodoni 72 Smallcaps Book.ttf\n",
      "/System/Library/Fonts/Supplemental/Beirut.ttc\n",
      "/System/Library/Fonts/HelveticaNeue.ttc\n",
      "/System/Library/Fonts/Supplemental/Galvji.ttc\n",
      "/System/Library/Fonts/Supplemental/STIXIntUpReg.otf\n",
      "/System/Library/Fonts/Supplemental/Songti.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSerifBalinese-Regular.ttf\n",
      "/System/Library/Fonts/NotoSansOriya.ttc\n",
      "/System/Library/Fonts/Supplemental/Verdana Italic.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansCham-Regular.ttf\n",
      "/System/Library/Fonts/NotoSansMyanmar.ttc\n",
      "/System/Library/Fonts/Supplemental/Waseem.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansBuginese-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Webdings.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansHatran-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/SnellRoundhand.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansManichaean-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansOlChiki-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansOsage-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Farisi.ttf\n",
      "/System/Library/Fonts/Supplemental/STIXVarBol.otf\n",
      "/System/Library/Fonts/Supplemental/NotoSansOldNorthArabian-Regular.ttf\n",
      "/System/Library/Fonts/Symbol.ttf\n",
      "/System/Library/Fonts/Supplemental/Charter.ttc\n",
      "/System/Library/Fonts/Supplemental/Georgia Italic.ttf\n",
      "/System/Library/Fonts/ThonburiUI.ttc\n",
      "/System/Library/Fonts/Supplemental/SukhumvitSet.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansChakma-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansSyriac-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Courier New Bold.ttf\n",
      "/System/Library/Fonts/STHeiti Medium.ttc\n",
      "/System/Library/Fonts/Supplemental/Herculanum.ttf\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W6.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansCaucasianAlbanian-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/Muna.ttc\n",
      "/System/Library/Fonts/LastResort.otf\n",
      "/System/Library/Fonts/Supplemental/Thonburi.ttc\n",
      "/System/Library/Fonts/Supplemental/DevanagariMT.ttc\n",
      "/System/Library/Fonts/Supplemental/NotoSansTagalog-Regular.ttf\n",
      "/System/Library/Fonts/Supplemental/NotoSansOldPermic-Regular.ttf\n",
      "/System/Library/Fonts/ヒラギノ角ゴシック W7.ttc\n",
      "/System/Library/Fonts/Supplemental/Phosphate.ttc\n",
      "/System/Library/Fonts/KohinoorGujarati.ttc\n",
      "/System/Library/Fonts/Supplemental/Corsiva.ttc\n",
      "/System/Library/Fonts/Supplemental/Marion.ttc\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.font_manager as fm\n",
    "fonts = fm.findSystemFonts()\n",
    "for font in fonts:\n",
    "    print(font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/tanzhuang/opt/anaconda3/lib/python3.9/site-packages/matplotlib/mpl-data/matplotlibrc\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.matplotlib_fname())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oWjas7eTOqicFExERqZYMw+Cj748x8/P95OYXYfVwY2LfNoy5qRnubhZnt1dtKZiIiEi1c/yXC0yJT2broYufKt4xpC6zh0XRvIGmJM6mYCIiItWGw2Hw4bafeXntAS7kF+Ht6cakfqGMjmmqKYlJKJiIiEi18PPZXCavSGbbkV8A6Ny0HrOHRdG0fi0ndya/p2AiIiJVmsNh8H7iUWZ/mcKvBUXU8HTn6dtCGdU1BDdNSUxHwURERKqsI5m5TFmRzPdHL05Jujavx+yh0TTxr+nkzuRKFExERKTKKXIYvPftEV5Zn0JegYNaXu48fXtb7u3cRFMSk1MwERGRKuXQmRwmLU/ix2PnAeje0p+Xh0QRXE9TElegYCIiIlVCkcPgnW8O848NP2EvdFDb6sHU29tyT+dgLBZNSVyFgomIiLi8gxnZTFyezK7j5wHo0ao+Lw+N4oY6NZzbmFwzBRMREXFZhUUOFn5zmLkbU8kvdOBj9eDvA8MY3rGxpiQuSsFERERcUkp6NpNWJJF8IguAW9s0YOaQSIL8NCVxZQomIiLiUgqKHLy1+RDz/pNKQZGBr7cHzw0KZ+iNN2hKUgUomIiIiMvYn2Zj4vIk9p6yAdArtCEzh0QS4Ovt5M6kvCiYiIiI6eUXOnhj00Fe//ogBUUGfjU8mXZHGHe205SkqlEwERERU9t7KouJy5PZn3ZxStI3LIAZd0XQ0EdTkqpIwUREREwpv9DBa1+l8samQxQ6DOrW9GT64AgGRQVpSlKFKZiIiIjp7D6RxaQVSRxIzwbgtohAXhgcQQMfq5M7k4qmYCIiIqZhLyxi/n9SWbD5MEUOg3q1vHhxcAQDooKc3ZpUEgUTERExhaTj55m4PInUjBwABkYFMf2OcPxra0pSnSiYiIiIU+UVFDF3YyoLEw7hMKB+bS9m3BlB/whNSaojBRMREXGaH4+dY9LyJA6dyQVgcLtGTBsUTt1aXk7uTJzFzdkN/NG0adOwWCwlboGBgVes37Rp0yX1FouFAwcOlKiLj48nLCwMq9VKWFgYq1atquiliIjIFeQVFPHS5/sY9uZWDp3JpYGPlYWjOjDv7vYKJdWcKScm4eHhbNy4sfi+u7v7VfdJSUnB19e3+H6DBg2K/zsxMZGRI0fy4osvctddd7Fq1SpGjBjBli1b6NKlS/k2LyIipfrh6C9MXpHM4cyLU5IhN97AcwPDqFNTgURMGkw8PDxKnZJcTsOGDalTp85lfzZ37lz69OlDbGwsALGxsWzevJm5c+eydOnSP9uuiIiUwa/5RcxZl8J7W49gGBDga2XmXZH0ahvg7NbEREz3Ug5AamoqjRo1olmzZtx9990cPnz4qvu0b9+eoKAgevXqxddff13iZ4mJifTt27fEtn79+rF169YrHs9ut2Oz2UrcRETk+mw7fJb+8xJ499uLoWR4h8asH3+zQolcwnQTky5durBkyRJat27N6dOnmTFjBjExMezduxd/f/9L6oOCgli4cCEdOnTAbrfzwQcf0KtXLzZt2kTPnj0BSE9PJyCg5B/+gIAA0tPTr9hHXFwc06dPL9/FiYhUMxfyC5n9ZQqLtx4FIMjPm5lDIrm1TUPnNiamZTEMw3B2E6XJzc2lRYsWTJ48mQkTJpRpn0GDBmGxWFizZg0AXl5evP/++9xzzz3FNf/+978ZO3YseXl5lz2G3W7HbrcX37fZbAQHB5OVlVXiWhYREbm8rYcymRKfzPFffgXg7k7BTB3QFl9vTyd3JpXNZrPh5+dXpudQ001M/qhWrVpERkaSmppa5n26du3Khx9+WHw/MDDwkulIRkbGJVOU37NarVit+lAfEZFrlWMv5OW1+/nwu2MA3FCnBnFDIunZusFV9hQx6TUmv2e329m/fz9BQWX/oJ2dO3eWqO/WrRsbNmwoUbN+/XpiYmLKrU8REYFvD2bS758JxaHk3i5N+PKpHgolUmamm5hMnDiRQYMG0aRJEzIyMpgxYwY2m437778fuPiOmpMnT7JkyRLg4jtumjZtSnh4OPn5+Xz44YfEx8cTHx9ffMwnn3ySnj17MmvWLAYPHszq1avZuHEjW7ZsccoaRUSqmuy8AuLWHuCjbRcDSeO6NZg1NIruLes7uTNxNaYLJidOnOCee+4hMzOTBg0a0LVrV7777jtCQkIASEtL49ixY8X1+fn5TJw4kZMnT1KjRg3Cw8P5/PPPuf3224trYmJiWLZsGc8++yx///vfadGiBR9//LE+w0REpBwk/HSGp+OTOZV18Zq9+7qFMKV/KLWspnuKERdg+otfzeJaLtwREakObHkFvPTZfj7+4TgATerVZNbQKLq1uPQdlFK9VamLX0VExHy+Tslg6srdpP3flGR0TFMm929DTS89rcifoz9BIiJSZlkXCnjx832s2HECgKb+NZk9LJrOzeo5uTOpKhRMRESkTDbuO83UVbvJyLZjscCY7s2Y2LcNNbyu/n1mImWlYCIiIqU6fyGfFz7dx8qdJwFoXr8Wc4ZH0SFEUxIpfwomIiJyRev2pvPsJ3s4k23HzQIP9WjO+D6t8fbUlEQqhoKJiIhc4pfcfKat2cuapFMAtGxYmznDomjfpK6TO5OqTsFERERKWLs7jb+v3kNmTj5uFvjvm1vwZK9WmpJIpVAwERERAM7m2HluzV4+T04DoHVAbeYMiyY6uI5zG5NqRcFERKSaMwyDz3en8dzqvfySm4+7m4W/3dKCx/7SEquHpiRSuRRMRESqsTPZdp5bvYe1ey5+A3tooA+vDI8m4gY/J3cm1ZWCiYhINWQYBmuSTjFtzV7OXSjAw83CuFtbMu7Wlnh5mP6L56UKUzAREalmMmx5PPPJHjbsOw1AWJAvc4ZHEd5IUxJxPgUTEZFqwjAMVu08yfRP95H1awGe7hYe/0srHr2lBZ7umpKIOSiYiIhUA6dteUxduZv/HMgAIOIGX14ZHk1ooL4tXcxFwUREpAozDIMVO07w4mf7sOUV4uXuxpO9W/Fwz+aakogpKZiIiFRRaVm/ErtyN5tSzgAQ3diPOcOjaR3g4+TORK5MwUREpIoxDIP//eE4Mz7bT7a9EC8PNyb0ac2DNzXDQ1MSMTkFExGRKuTk+V95Oj6Zb1IzAWjfpA5zhkXTsmFtJ3cmUjYKJiIiVYBhGHz0/THivjhAjr0Qq4cbE/u2YcxNzXB3szi7PZEyUzAREXFxx3+5wNMrk/n24FkAOobUZfawKJo30JREXI+CiYiIi3I4DP697Wfi1h7gQn4R3p5uTOoXyuiYppqSiMtSMBERcUHHzl5gcnwS3x3+BYDOTesxe1gUTevXcnJnIn+OgomIiAtxOAyWJB5l1pcp/FpQRA1Pd56+LZRRXUNw05REqgAFExERF3E0M5fJK5L5/ujFKUnX5vWYPTSaJv41ndyZSPkx3Rvap02bhsViKXELDAy8Yv3KlSvp06cPDRo0wNfXl27durFu3boSNYsXL77kmBaLhby8vIpejojIn1bkMHjnm8P0n5fA90d/oZaXOy/eGcFHD3ZVKJEqx5QTk/DwcDZu3Fh8393d/Yq1CQkJ9OnTh5kzZ1KnTh3ee+89Bg0axLZt22jfvn1xna+vLykpKSX29fb2Lv/mRUTK0aEzOUxekcyOn88B0L2lPy8PiSK4ngKJVE2mDCYeHh6lTkl+b+7cuSXuz5w5k9WrV/Ppp5+WCCZXm7yIiJhJkcPg3S1HeGV9CvZCB7WtHky9vS33dA7GYtG1JFJ1me6lHIDU1FQaNWpEs2bNuPvuuzl8+HCZ93U4HGRnZ1OvXr0S23NycggJCaFx48YMHDiQnTt3lnocu92OzWYrcRMRqQwHM7IZtmArL32xH3uhgx6t6rNufE/+q0sThRKp8kwXTLp06cKSJUtYt24db7/9Nunp6cTExHD27Nky7f/qq6+Sm5vLiBEjireFhoayePFi1qxZw9KlS/H29qZ79+6kpqZe8ThxcXH4+fkV34KDg//02kRESlNY5ODNTYe4ff4Wdh47j4/Vg9lDo1gypjM31Knh7PZEKoXFMAzD2U2UJjc3lxYtWjB58mQmTJhQau3SpUt58MEHWb16Nb17975incPh4MYbb6Rnz57Mnz//sjV2ux273V5832azERwcTFZWFr6+vte3GBGRK/jpdDaTlieRdCILgFvbNGDmkEiC/BRIxPXZbDb8/PzK9BxqymtMfq9WrVpERkaWOt0A+Pjjjxk7dizLly8vNZQAuLm50alTp1KPabVasVqt19WziEhZFRY5eCvhMPM2ppJf5MDX24PnBoUz9MYb9LKNVEumDyZ2u539+/fTo0ePK9YsXbqUMWPGsHTpUgYMGHDVYxqGwa5du4iMjCzPVkVErsn+NBuTViSx5+TFa9h6hTZk5pBIAnz1jkGpvkwXTCZOnMigQYNo0qQJGRkZzJgxA5vNxv333w9AbGwsJ0+eZMmSJcDFUHLfffcxb948unbtSnp6OgA1atTAz88PgOnTp9O1a1datWqFzWZj/vz57Nq1i9dff905ixSRaq3g/64l+ddXqRQUGfjV8GTaHWHc2U5TEhHTBZMTJ05wzz33kJmZSYMGDejatSvfffcdISEhAKSlpXHs2LHi+rfeeovCwkLGjRvHuHHjirfff//9LF68GIDz58/z8MMPk56ejp+fH+3btychIYHOnTtX6tpERPaeymLS8mT2pV2ckvQNC2DGXRE09NGURARc4OJXs7iWC3dERP4ov9DBa18f5I2vD1LoMKhb05PpgyMYFBWkKYlUeVXq4lcREVe352QWE5cncSA9G4DbIgJ5YXAEDXx0gb3IHymYiIhUEHthEf/6z0He3HyIIodBvVpevDg4ggFRQc5uTcS0FExERCpA0vHzTFqRxE+ncwAYGBXE9DvC8a+tKYlIaRRMRETKUV5BEfP+k8pbmw/hMKB+bS9m3BlB/whNSUTKQsFERKSc/HjsHJNXJHMw4+KUZHC7RkwbFE7dWl5O7kzEdSiYiIj8SXkFRfxjw0+8881hHAY08LHy0p0R9A3XN5qLXCsFExGRP2HHz78waXkyhzNzARhy4w08NzCMOjU1JRG5HgomIiLX4df8Il5Zn8K73x7BMCDA18rMuyLp1TbA2a2JuDQFExGRa/T9kV+YvCKJo2cvADC8Q2OeHRiGXw1PJ3cm4voUTEREyuhCfiGzv0zh/cSjGAYE+Xkzc0gkt7Zp6OzWRKoMBRMRkTJIPHSWKfHJHPvl4pTk7k7BTB3QFl9vTUlEypOCiYhIKXLthby89gAffPczADfUqUHckEh6tm7g5M5EqiYFExGRK/j2YCZT4pM5ce5XAO7t0oSnbwvFR1MSkQqjYCIi8gfZeQXErT3AR9uOAdC4bg1mDY2ie8v6Tu5MpOpTMBER+Z2En84Qu3I3J89fnJLc1y2EKf1DqWXVX5cilUFnmogIYMsrYObn+1m2/TgATerVZNbQKLq18HdyZyLVi4KJiFR7X6dkMHXlbtKy8gAYHdOUyf3bUNNLf0WKVDaddSJSbWX9WsCMz/axfMcJAJr612T2sGg6N6vn5M5Eqq8yB5MnnnjiT/+yWbNmUaNGjT99HBGRP+urA6eJXbmb0zY7FguM6d6MiX3bUMPL3dmtiVRrFsMwjLIUurm5MXHiRGrVqnVdv+iFF17gzJkz1Kvnmv8Ssdls+Pn5kZWVha+vr7PbEZHrdP5CPi98uo+VO08C0Lx+LeYMj6JDiGv+3STiCq7lOfSagkl6ejoNG17fRy+7ubmRmZmpYCIiTrNh32mmrtrNmWw7bhZ4qEdzxvdpjbenpiQiFelankN1jYmIVHnncvOZ9uleVu86BUDLhrWZMyyK9k3qOrkzEfkjBRMRqdK+3JPGs5/sITMnHzcL/PfNLXiyVytNSURMSsFERKqkszl2nl+zl8+S0wBoHVCbOcOiiQ6u49zGRKRUbs5u4I+mTZuGxWIpcQsMDCx1n82bN9OhQwe8vb1p3rw5CxYsuKQmPj6esLAwrFYrYWFhrFq1qqKWICJO9nlyGn3/mcBnyWm4u1l47NaWfPr4TQolIi7AdMEEIDw8nLS0tOLb7t27r1h75MgRbr/9dnr06MHOnTuZOnUqTzzxBPHx8cU1iYmJjBw5klGjRpGUlMSoUaMYMWIE27Ztq4zliEglycyx87d/72DcRz9yNjef0EAfPvlbdyb2a4PVQy/diLiCa3opx2KxXPcvupZ9PTw8rjol+c2CBQto0qQJc+fOBaBt27b88MMPvPLKKwwdOhSAuXPn0qdPH2JjYwGIjY1l8+bNzJ07l6VLl17bQkTEdAzD4NPkNJ5fvYdzFwrwcLMw7taWjLu1JV4epvz3l4hcwTUFk5CQkOv6JWV8R3Kx1NRUGjVqhNVqpUuXLsycOZPmzZtftjYxMZG+ffuW2NavXz8WLVpEQUEBnp6eJCYmMn78+Etqfgszl2O327Hb7cX3bTbbNa1BRCpHRnYez67aw/p9pwEIC/JlzvAowhv5ObkzEbkeZQ4mw4YN46WXXsLLy+u6f1lZPsOkS5cuLFmyhNatW3P69GlmzJhBTEwMe/fuxd//0i/TSk9PJyAgoMS2gIAACgsLyczMJCgo6Io16enpV+wjLi6O6dOnl3FlIlLZDMNg9a5TPL9mL1m/FuDpbuGxW1vxt1tb4OmuKYmIqypzMFmxYgUHDhzggw8+IDo6usIauu2224r/OzIykm7dutGiRQvef/99JkyYcNl9/vgy0W8Tmt9vv1xNaS8vxcbGlvh9NpuN4ODgsi9ERCrMaVsez6zazcb9GQBE3ODLK8OjCQ3Uhx+KuLoy/7PimWee4cCBA3Tu3JmXXnoJh8NRkX0Vq1WrFpGRkaSmpl7254GBgZdMPjIyMvDw8CiesFyp5o9TlN+zWq34+vqWuImIcxmGwYodJ+jzj81s3J+Bl7sbk/q1YdXfuiuUiFQRZQ4mL774IomJibRq1YrnnnuOmJiYK4aF8mS329m/fz9BQUGX/Xm3bt3YsGFDiW3r16+nY8eOeHp6lloTExNTMU2LSLlLy/qVMYu3M3F5Era8QqIb+/HZEzcx7taWeulGpAq5prO5Q4cO/Pjjj0yaNIkdO3bQrl07/vWvf5VrQxMnTmTz5s0cOXKEbdu2MWzYMGw2G/fffz9w8SWW++67r7j+kUce4eeff2bChAns37+fd999l0WLFjFx4sTimieffJL169cza9YsDhw4wKxZs9i4cSNPPfVUufYuIuXPMAz+d/tx+v4jga9TzuDl4cbTt4US/2gMrQN8nN2eiJSzMn+J3x9t27aN0aNH89NPPxEYGIjVar304BYLhw4duqbj3n333SQkJJCZmUmDBg3o2rUrL774ImFhYQCMHj2ao0ePsmnTpuJ9Nm/ezPjx49m7dy+NGjViypQpPPLIIyWOu2LFCp599lkOHz5MixYteOmllxgyZEiZ+9KX+IlUvpPnfyV25W4SfjoDQLvgOrwyPIqWDRVIRFxJhXy78B8dPnyYUaNGkZiYWGpdZV2LUtEUTEQqj2EYLNt+nJc+30+OvRCrhxv/07c1Y29qjrvb9X+ekog4x7U8h17XC7NvvPEG0dHRfPfddzzxxBNcuHABh8Nx2ZuIyLU4/ssFRi36ntiVu8mxF9IhpC5fPNmDh3u2UCgRqQau6QPWTpw4wZgxY/jPf/5DcHAwn376KbfccksFtSYi1YnDYfDv74/x8hf7yc0vwtvTjUn9Qhkd01SBRKQaKXMwWbx4MePHjycrK4vRo0czb948fHz0Oq+I/HnHzl5gSnwyiYfPAtC5aT1mD4uiaf1aTu5MRCpbmYPJmDFjCAgIYMmSJQwaNKgiexKRasLhMPjgu595ee0Bfi0oooanO1P6t+G+bk1x05REpFoqczAZOnQoCxYsuOzHwouIXKujmblMjk/m+yO/ANC1eT1mD42miX9NJ3cmIs5U5mCyfPnyiuxDRKoJh8Ng8dajzF53gLwCBzW93Im9LZR7u4RoSiIi13bxq4jIn3H4TA6TVyTzw8/nAIhp4c+soVEE19OUREQuUjARkQpX5DB4d8sRXlmfgr3QQW2rB1Nvb8s9nYNL/TJNEal+FExEpEIdzMhh0ookdh47D0CPVvV5eWgUN9Sp4dzGRMSUFExEpEIUFjl4Z8sR/rHhJ/ILHfhYPXh2YFtGdNSURESuTMFERMrdT6ezmbQ8iaQTWQDc0qYBcUMiCfLTlERESqdgIiLlprDIwVsJh5m3MZX8Igc+3h48NzCMYR0aa0oiImWiYCIi5eJAuo1Jy5PZffLilKRXaENeuiuSQD9vJ3cmIq5EwURE/pSCIgdvbjrEv75KpaDIwK+GJ9PuCOPOdjdoSiIi10zBRESu275TNiatSGLvKRsAfcICeOnOCBr6akoiItdHwURErll+oYPXvz7I618fpNBhULemJ9PuCOeO6EaakojIn6JgIiLXZM/JLCYuT+JAejYA/cMDefHOCBr4WJ3cmYhUBQomIlIm9sIiXvvqIG9sOkSRw6BeLS9eGBzOgMggTUlEpNwomIjIVSWfOM/E5Un8dDoHgAFRQbxwRzj+tTUlEZHypWAiIleUV1DEvP+ksjDhMEUOg/q1vXhxcAS3RQY5uzURqaIUTETksnYeO8ekFckczLg4JRncrhHPDwqnXi0vJ3cmIlWZgomIlJBXUMQ/N/zE298cxmFA/dpWXrorgn7hgc5uTUSqAQUTESm24+dfmLQimcNncgEY0v4GnhsURp2ampKISOVQMBERfs0v4tX1KSz69giGAQG+VmbeFUmvtgHObk1Eqhk3ZzdQmri4OCwWC0899dQVa0aPHo3FYrnkFh4eXlyzePHiy9bk5eVVwipEzO37I79w27wE3tlyMZQM69CY9U/drFAiIk5h2onJ9u3bWbhwIVFRUaXWzZs3j5dffrn4fmFhIdHR0QwfPrxEna+vLykpKSW2eXvrY7Ol+rqQX8jsL1N4P/EohgGBvt7EDY3k1jYNnd2aiFRjpgwmOTk53Hvvvbz99tvMmDGj1Fo/Pz/8/PyK73/yySecO3eOBx54oESdxWIhMFAX74kAfHf4LJNXJHPslwsA3N0pmKkD2uLr7enkzkSkujPlSznjxo1jwIAB9O7d+5r3XbRoEb179yYkJKTE9pycHEJCQmjcuDEDBw5k586dpR7Hbrdjs9lK3ERcXa69kOdW7+Huhd9x7JcLNPLz5v0xnXl5aJRCiYiYgukmJsuWLePHH39k+/bt17xvWloaa9eu5aOPPiqxPTQ0lMWLFxMZGYnNZmPevHl0796dpKQkWrVqddljxcXFMX369Otag4gZbT2YyeT4ZE6c+xWA/+rShNjbQvFRIBERE7EYhmE4u4nfHD9+nI4dO7J+/Xqio6MBuOWWW2jXrh1z58696v5xcXG8+uqrnDp1Ci+vK7+90eFwcOONN9KzZ0/mz59/2Rq73Y7dbi++b7PZCA4OJisrC19f32tbmIgT5dgLiftiP//edgyAG+rUYPawKLq3rO/kzkSkurDZbPj5+ZXpOdRUE5MdO3aQkZFBhw4dircVFRWRkJDAa6+9ht1ux93d/bL7GobBu+++y6hRo0oNJQBubm506tSJ1NTUK9ZYrVasVn0PiLi2b1LP8HT8bk6evzglGdU1hCm3hVLbaqpTX0SkmKn+durVqxe7d+8use2BBx4gNDSUKVOmXDGUAGzevJmDBw8yduzYq/4ewzDYtWsXkZGRf7pnETOy5RUQ98V+ln5/HIDgejWYNTSKmBaakoiIuZkqmPj4+BAREVFiW61atfD39y/eHhsby8mTJ1myZEmJukWLFtGlS5dL9geYPn06Xbt2pVWrVthsNubPn8+uXbt4/fXXK24xIk6yKSWD2JW7Scu6+Dk9o2OaMrl/G2p6mep0FxG5LJf7myotLY1jx46V2JaVlUV8fDzz5s277D7nz5/n4YcfJj09HT8/P9q3b09CQgKdO3eujJZFKkXWrwXM+Gwfy3ecACDEvyazh0bRpbm/kzsTESk7U138ambXcuGOSGX76sBpYlfu5rTNjsUCY7o3Y2LfNtTwuvLLnyIilcVlL34VkWuTdaGA6Z/tZeWPJwFoXr8Ws4dF0bFpPSd3JiJyfRRMRFzUhn2nmbpqN2ey7bhZ4MEezZnQpzXenpqSiIjrUjARcTHncvOZ/ulePtl1CoAWDWoxZ3g0Nzap6+TORET+PAUTERfy5Z40nv1kL5k5F6ckD/dswVO9W2lKIiJVhoKJiAs4m2Pn+TV7+Sw5DYBWDWszZ3g07YLrOLcxEZFypmAiYnKfJ6fx3Oo9nM3Nx93NwqM3t+DxXi2xemhKIiJVj4KJiEll5th5bvUevtidDkBooA9zhkUT2djPyZ2JiFQcBRMRkzEMg0+T03h+9R7OXSjAw83C325tyWO3tsTLw83Z7YmIVCgFExETycjO4++f7GHd3tMAtA3y5ZXhUYQ30pRERKoHBRMREzAMg9W7TjHt072cv1CAp7uFx25txd9ubYGnu6YkIlJ9KJiIONlpWx7PrNrNxv0ZAETc4MucYdG0DdJXH4hI9aNgIuIkhmEQ/+NJXvh0L7a8QjzdLTzVuzUP92yuKYmIVFsKJiJOkJ6VR+zKZL5OOQNAVGM/5gyLpk2gj5M7ExFxLgUTkUpkGAbLfzjBi5/vIzuvEC93N8b3ac1DPZrhoSmJiIiCiUhlOXX+V55euZuEny5OSdoF1+GV4VG0bKgpiYjIbxRMRCqYYRgs236clz7fT469EKuHG//TtzVjb2qOu5vF2e2JiJiKgolIBTpx7gJPx+9my8FMADqE1GX2sChaNKjt5M5ERMxJwUSkAjgcBv/+/hgvf7Gf3PwivD3dmNQvlNExTTUlEREphYKJSDk7/ssFJq9IJvHwWQA6N63HrGFRNKtfy8mdiYiYn4KJSDlxOAw++O5nZn15gAv5RdTwdGdK/zbc160pbpqSiIiUiYKJSDn4+Wwuk1Yk8/2RXwDo2rwes4ZGEeKvKYmIyLVQMBH5ExwOg8VbjzJ73QHyChzU9HIn9rZQ7u0SoimJiMh1UDARuU6Hz+QweUUyP/x8DoCYFv7MGhpFcL2aTu5MRMR1KZiIXKMih8G7W47wyvoU7IUOanm588yAMO7pHIzFoimJiMifYerPwI6Li8NisfDUU09dsWbTpk1YLJZLbgcOHChRFx8fT1hYGFarlbCwMFatWlXB3UtVdDAjh2ELtvLSF/uxFzro0ao+68b35L+6NFEoEREpB6admGzfvp2FCxcSFRVVpvqUlBR8ff//18Q3aNCg+L8TExMZOXIkL774InfddRerVq1ixIgRbNmyhS5dupR771L1FBY5eGfLEf6x4SfyCx34WD14dmBbRnTUlEREpDyZcmKSk5PDvffey9tvv03dunXLtE/Dhg0JDAwsvrm7uxf/bO7cufTp04fY2FhCQ0OJjY2lV69ezJ07t4JWIFVJ6ulshi5I5OW1B8gvdHBLmwasG9+TkZ00JRERKW+mDCbjxo1jwIAB9O7du8z7tG/fnqCgIHr16sXXX39d4meJiYn07du3xLZ+/fqxdevWKx7Pbrdjs9lK3KR6KSxy8PrXBxkwfwtJx8/j4+3BnGFRvDe6E43q1HB2eyIiVZLpXspZtmwZP/74I9u3by9TfVBQEAsXLqRDhw7Y7XY++OADevXqxaZNm+jZsycA6enpBAQElNgvICCA9PT0Kx43Li6O6dOnX/9CxKUdSLcxaXkyu09mAdArtCEv3RVJoJ+3kzsTEanaTBVMjh8/zpNPPsn69evx9i7bE0CbNm1o06ZN8f1u3bpx/PhxXnnlleJgAlwycjcMo9QxfGxsLBMmTCi+b7PZCA4OLutSxEUVFDl4c9Mh/vVVKgVFBn41PJl2Rxh3trtBL9uIiFQCUwWTHTt2kJGRQYcOHYq3FRUVkZCQwGuvvYbdbi9x7ciVdO3alQ8//LD4fmBg4CXTkYyMjEumKL9ntVqxWq3XsQpxVftO2Zi0Iom9py6+bNcnLICX7oygoa+mJCIilcVUwaRXr17s3r27xLYHHniA0NBQpkyZUqZQArBz506CgoKK73fr1o0NGzYwfvz44m3r168nJiamfBoXl5ZfePFakte/Pkihw6BOTU+m3xHOHdGNNCUREalkpgomPj4+RERElNhWq1Yt/P39i7fHxsZy8uRJlixZAlx8x03Tpk0JDw8nPz+fDz/8kPj4eOLj44uP8eSTT9KzZ09mzZrF4MGDWb16NRs3bmTLli2VtzgxpT0ns5i4PIkD6dkA9A8P5MU7I2jgo2mZiIgzmCqYlEVaWhrHjh0rvp+fn8/EiRM5efIkNWrUIDw8nM8//5zbb7+9uCYmJoZly5bx7LPP8ve//50WLVrw8ccf6zNMqjF7YRGvfXWQNzYdoshhUK+WFy8MDmdAZJCmJCIiTmQxDMNwdhOuwGaz4efnR1ZWVokPchPXk3ziPJOWJ5Ny+uKUZEBUEC/cEY5/bU1JREQqwrU8h7rcxETkeuUVFDH/P6m8lXCYIodB/dpevDg4gtsig66+s4iIVAoFE6kWdh47x6QVyRzMyAHgjuhGTLsjnHq1vJzcmYiI/J6CiVRpeQVF/HPDT7z9zWEcBtSvbeWluyLoFx7o7NZEROQyFEykytrx8zkmrUji8JlcAO5qfwPPDwqjTk1NSUREzErBRKqcX/OLeHV9Cou+PYJhQEMfKzPviqR32JU/UE9ERMxBwUSqlO1Hf2HyimSOZF6ckgzr0Ji/DwjDr6ankzsTEZGyUDCRKuFCfiFz1qWweOtRDAMCfb2JGxLJraENnd2aiIhcAwUTcXnfHT7L5BXJHPvlAgAjOwbzzMC2+HprSiIi4moUTMRl5doLmfXlAZYk/gxAIz9v4oZGcXPrBk7uTERErpeCibikrQczmRyfzIlzvwJwT+cmTL09FB9NSUREXJqCibiUHHshcV/s59/bLn5f0g11ajBraBQ3tarv5M5ERKQ8KJiIy9iSmsmU+GROnr84JRnVNYQpt4VS26o/xiIiVYX+RhfTs+UVEPfFfpZ+fxyA4HoXpyQxLTQlERGpahRMxNQ2pWQQu3I3aVl5AIyOacqkfm2opSmJiEiVpL/dxZSyfi1gxmf7WL7jBAAh/jWZPTSKLs39ndyZiIhUJAUTMZ2vDpwmduVuTtvsWCzwQEwzJvVrQw0vd2e3JiIiFUzBREwj60IB0z/by8ofTwLQrH4t5gyLomPTek7uTEREKouCiZjChn2neWbVbjKyL05JHrypGf/Ttw3enpqSiIhUJwom4lTncvOZ/ulePtl1CoAWDWoxe1g0HULqOrkzERFxBgUTcZov96Tz7Cd7yMyx42aBh3u24KnerTQlERGpxhRMpNKdzbHz/Jq9fJacBkCrhrWZMzyadsF1nNuYiIg4nYKJVKovdqfx90/2cDY3H3c3C4/c3JwnerXC6qEpiYiIKJhIJcnMsfPc6j18sTsdgDYBPrwyPJrIxn5O7kxERMxEwUQqlGEYfJacxnOr93DuQgEebhb+dksLHvtLK7w83JzdnoiImIypnxni4uKwWCw89dRTV6xZuXIlffr0oUGDBvj6+tKtWzfWrVtXombx4sVYLJZLbnl5eRW8guotIzuPRz7cweNLd3LuQgFtg3z5ZFx3JvRto1AiIiKXZdqJyfbt21m4cCFRUVGl1iUkJNCnTx9mzpxJnTp1eO+99xg0aBDbtm2jffv2xXW+vr6kpKSU2Nfb27tCeq/uDMNg9a5TTPt0L+f/b0ry+F9a8egtLRRIRESkVKYMJjk5Odx77728/fbbzJgxo9TauXPnlrg/c+ZMVq9ezaeffloimFgsFgIDAyuiXfmdDFseU1ftYeP+0wCEN/JlzrBowhr5OrkzERFxBab85+u4ceMYMGAAvXv3vuZ9HQ4H2dnZ1KtX8mPMc3JyCAkJoXHjxgwcOJCdO3eWehy73Y7NZitxkyszDIP4HSfo/Y/NbNx/Gk93CxP7tuaTcd0VSkREpMxMNzFZtmwZP/74I9u3b7+u/V999VVyc3MZMWJE8bbQ0FAWL15MZGQkNpuNefPm0b17d5KSkmjVqtVljxMXF8f06dOvq4fqJj0rj9iVyXydcgaAqMZ+zBkWTZtAHyd3JiIirsZiGIbh7CZ+c/z4cTp27Mj69euJjo4G4JZbbqFdu3aXvGRzOUuXLuXBBx9k9erVpU5bHA4HN954Iz179mT+/PmXrbHb7djt9uL7NpuN4OBgsrKy8PXVBAAuTkmW7zjBi5/tIzuvEC93N57q04qHezTHw92UwzgREXECm82Gn59fmZ5DTTUx2bFjBxkZGXTo0KF4W1FREQkJCbz22mvY7Xbc3S//QVwff/wxY8eOZfny5Vd9CcjNzY1OnTqRmpp6xRqr1YrVar2+hVQDp87/ytMrd5Pw08UpSbvgOswZFkWrAE1JRETk+pkqmPTq1Yvdu3eX2PbAAw8QGhrKlClTrhhKli5dypgxY1i6dCkDBgy46u8xDINdu3YRGRlZLn1XJ4ZhsGz7cV76fD859kK8PNyY2Lc1Y29qjrubxdntiYiIizNVMPHx8SEiIqLEtlq1auHv71+8PTY2lpMnT7JkyRLgYii57777mDdvHl27diU9/eIni9aoUQM/v4ufKjp9+nS6du1Kq1atsNlszJ8/n127dvH6669X4upc34lzF4hduZtvUjMBuLFJHWYPi6Zlw9pO7kxERKoKUwWTskhLS+PYsWPF99966y0KCwsZN24c48aNK95+//33s3jxYgDOnz/Pww8/THp6On5+frRv356EhAQ6d+5c2e27JIfD4KPvjxH3xX5y84uwergxqV8bHujeTFMSEREpV6a6+NXMruXCnark+C8XmLwimcTDZwHo1LQus4dF06x+LSd3JiIirsJlL34V83A4DD7c9jMvrz3Ahfwiani6M7l/G+7v1hQ3TUlERKSCKJjIJX4+m8vkFclsO/ILAF2a1WP2sChC/DUlERGRiqVgIsUcDoPFW48ye90B8goc1PRyJ/a2UO7tEqIpiYiIVAoFEwHgSGYuk1cksf3oOQBiWvgza2gUwfVqOrkzERGpThRMqrkih8F73x5hzroU7IUOanm5M3VAW/6rcxMsFk1JRESkcimYVGMHM3KYvCKJH4+dB6BHq/rEDYmkcV1NSURExDkUTKqhIofBO98c5tUNP5Ff6KC21YNnB7RlZKdgTUlERMSpFEyqmdTT2UxckUzS8fMA3Ny6AXFDImlUp4ZzGxMREUHBpNooLHLwVsJh5m1MJb/IgY+3B88NDGNYh8aakoiIiGkomFQDKenZTFqRRPKJLAD+EtqQmXdFEujn7eTORERESlIwqcIKihws2HSI+V+lUlBk4OvtwbQ7wrmr/Q2akoiIiCkpmFRR+07ZmLQiib2nbAD0bhvAzLsiaOirKYmIiJiXgkkVk1/o4I1NB3ntq4MUOgzq1PRk+h3h3BHdSFMSERExPQWTKmTPySwmLk/iQHo2AP3DA3nhznAa+mhKIiIirkHBpAqwFxbx2lcHeWPTIYocBvVqefHC4HAGRAZpSiIiIi5FwcTFJZ84z6TlyaScvjglGRAZxPTB4dSvbXVyZyIiItdOwcRF2QuLmLcxlbcSDlPkMPCv5cWLd0Zwe2SQs1sTERG5bgomLmjX8fNMWp5EakYOAIOiGzH9jnDq1fJycmciIiJ/joKJC8krKOKfG3/i7YTDOAyoX9vKjDsj6B8R6OzWREREyoWCiYvY8fM5Jq1I4vCZXADuan8Dzw0Mo66mJCIiUoUomJjcr/lFvLo+hUXfHsEwoKGPlZl3RdI7LMDZrYmIiJQ7BRMT2370FyavSOZI5sUpydAbG/PcwDD8ano6uTMREZGKoWBiQhfyC5mzLoXFW49iGBDo603ckEhuDW3o7NZEREQqlIKJyXx3+CxT4pP5+ewFAEZ0bMwzA8Lwq6EpiYiIVH1uzm6gNHFxcVgsFp566qlS6zZv3kyHDh3w9vamefPmLFiw4JKa+Ph4wsLCsFqthIWFsWrVqgrq+vrk2gt5fvUe7l74HT+fvUCQnzfvj+nM7GHRCiUiIlJtmDaYbN++nYULFxIVFVVq3ZEjR7j99tvp0aMHO3fuZOrUqTzxxBPEx8cX1yQmJjJy5EhGjRpFUlISo0aNYsSIEWzbtq2il1EmWw9m0n9eAu8n/gzAPZ2bsH58T25u3cDJnYmIiFQui2EYhrOb+KOcnBxuvPFG3njjDWbMmEG7du2YO3fuZWunTJnCmjVr2L9/f/G2Rx55hKSkJBITEwEYOXIkNpuNtWvXFtf079+funXrsnTp0jL1ZLPZ8PPzIysrC19f3+tf3O/k2At5ee1+PvzuGAA31KnBrKFR3NSqfrkcX0RExAyu5TnUlBOTcePGMWDAAHr37n3V2sTERPr27VtiW79+/fjhhx8oKCgotWbr1q1XPK7dbsdms5W4lSfDMLj3nW3FoeSvXZuwbnxPhRIREanWTBdMli1bxo8//khcXFyZ6tPT0wkIKPmZHgEBARQWFpKZmVlqTXp6+hWPGxcXh5+fX/EtODj4GldSOovFwqM3Nye4Xg0+eqgLM+6MpLZV1yKLiEj1ZqpnwuPHj/Pkk0+yfv16vL29y7yfxWIpcf+3V6d+v/1yNX/c9nuxsbFMmDCh+L7NZiv3cNI/Iohb2jTE29O9XI8rIiLiqkwVTHbs2EFGRgYdOnQo3lZUVERCQgKvvfYadrsdd/eST+KBgYGXTD4yMjLw8PDA39+/1Jo/TlF+z2q1YrVa/+ySrkqhRERE5P8z1Us5vXr1Yvfu3ezatav41rFjR+6991527dp1SSgB6NatGxs2bCixbf369XTs2BFPT89Sa2JiYipuMSIiInLNTDUx8fHxISIiosS2WrVq4e/vX7w9NjaWkydPsmTJEuDiO3Bee+01JkyYwEMPPURiYiKLFi0q8W6bJ598kp49ezJr1iwGDx7M6tWr2bhxI1u2bKm8xYmIiMhVmWpiUhZpaWkcO3as+H6zZs344osv2LRpE+3atePFF19k/vz5DB06tLgmJiaGZcuW8d577xEVFcXixYv5+OOP6dKlizOWICIiIldgys8xMaOK+BwTERGR6sDlP8dEREREqicFExERETENBRMRERExDQUTERERMQ0FExERETENBRMRERExDVN9wJqZ/fau6vL+lmEREZGq7rfnzrJ8QomCSRllZ2cDlPsX+YmIiFQX2dnZ+Pn5lVqjD1grI4fDwalTp/Dx8Sn1W4mvxW/fWHz8+PEq86FtWpNr0JpcQ1VbU1VbD2hNZWUYBtnZ2TRq1Ag3t9KvItHEpIzc3Nxo3LhxhRzb19e3yvyB/o3W5Bq0JtdQ1dZU1dYDWlNZXG1S8htd/CoiIiKmoWAiIiIipqFg4kRWq5Xnn38eq9Xq7FbKjdbkGrQm11DV1lTV1gNaU0XQxa8iIiJiGpqYiIiIiGkomIiIiIhpKJiIiIiIaSiYiIiIiGkomJSThIQEBg0aRKNGjbBYLHzyySdX3Wfz5s106NABb29vmjdvzoIFCy6piY+PJywsDKvVSlhYGKtWraqA7i/vWte0cuVK+vTpQ4MGDfD19aVbt26sW7euRM3ixYuxWCyX3PLy8ipwJf/fta5p06ZNl+33wIEDJepc6XEaPXr0ZdcUHh5eXOPMxykuLo5OnTrh4+NDw4YNufPOO0lJSbnqfmY+n65nTWY/n65nTWY/n65nTWY/n958802ioqKKPyytW7durF27ttR9nH0uKZiUk9zcXKKjo3nttdfKVH/kyBFuv/12evTowc6dO5k6dSpPPPEE8fHxxTWJiYmMHDmSUaNGkZSUxKhRoxgxYgTbtm2rqGWUcK1rSkhIoE+fPnzxxRfs2LGDW2+9lUGDBrFz584Sdb6+vqSlpZW4eXt7V8QSLnGta/pNSkpKiX5btWpV/DNXe5zmzZtXYi3Hjx+nXr16DB8+vESdsx6nzZs3M27cOL777js2bNhAYWEhffv2JTc394r7mP18up41mf18up41/cas59P1rMns51Pjxo15+eWX+eGHH/jhhx/4y1/+wuDBg9m7d+9l601xLhlS7gBj1apVpdZMnjzZCA0NLbHtv//7v42uXbsW3x8xYoTRv3//EjX9+vUz7r777nLrtazKsqbLCQsLM6ZPn158/7333jP8/PzKr7E/oSxr+vrrrw3AOHfu3BVrXP1xWrVqlWGxWIyjR48WbzPT45SRkWEAxubNm69Y42rnU1nWdDlmPp/KsiZXO5+u53Ey+/lkGIZRt25d45133rnsz8xwLmli4iSJiYn07du3xLZ+/frxww8/UFBQUGrN1q1bK63PP8PhcJCdnU29evVKbM/JySEkJITGjRszcODAS/4FaEbt27cnKCiIXr168fXXX5f4mas/TosWLaJ3796EhISU2G6WxykrKwvgkj9Hv+dq51NZ1vRHZj+frmVNrnI+Xc/jZObzqaioiGXLlpGbm0u3bt0uW2OGc0nBxEnS09MJCAgosS0gIIDCwkIyMzNLrUlPT6+0Pv+MV199ldzcXEaMGFG8LTQ0lMWLF7NmzRqWLl2Kt7c33bt3JzU11YmdXllQUBALFy4kPj6elStX0qZNG3r16kVCQkJxjSs/Tmlpaaxdu5YHH3ywxHazPE6GYTBhwgRuuukmIiIirljnSudTWdf0R2Y+n8q6Jlc6n67ncTLr+bR7925q166N1WrlkUceYdWqVYSFhV221gznkr5d2IksFkuJ+8b/fQjv77dfruaP28xo6dKlTJs2jdWrV9OwYcPi7V27dqVr167F97t3786NN97Iv/71L+bPn++MVkvVpk0b2rRpU3y/W7duHD9+nFdeeYWePXsWb3fVx2nx4sXUqVOHO++8s8R2szxOjz32GMnJyWzZsuWqta5yPl3Lmn5j9vOprGtypfPpeh4ns55Pbdq0YdeuXZw/f574+Hjuv/9+Nm/efMVw4uxzSRMTJwkMDLwkXWZkZODh4YG/v3+pNX9Mqmbz8ccfM3bsWP73f/+X3r17l1rr5uZGp06dTDsxuZyuXbuW6NdVHyfDMHj33XcZNWoUXl5epdY643F6/PHHWbNmDV9//TWNGzcutdZVzqdrWdNvzH4+Xc+afs+M59P1rMnM55OXlxctW7akY8eOxMXFER0dzbx58y5ba4ZzScHESbp168aGDRtKbFu/fj0dO3bE09Oz1JqYmJhK6/NaLV26lNGjR/PRRx8xYMCAq9YbhsGuXbsICgqqhO7Kx86dO0v064qPE1x8B8LBgwcZO3bsVWsr83EyDIPHHnuMlStX8tVXX9GsWbOr7mP28+l61gTmPp+ud01/ZKbz6c+syazn05V+v91uv+zPTHEulcsltGJkZ2cbO3fuNHbu3GkAxj/+8Q9j586dxs8//2wYhmE8/fTTxqhRo4rrDx8+bNSsWdMYP368sW/fPmPRokWGp6ensWLFiuKab7/91nB3dzdefvllY//+/cbLL79seHh4GN99950p1/TRRx8ZHh4exuuvv26kpaUV386fP19cM23aNOPLL780Dh06ZOzcudN44IEHDA8PD2Pbtm2mXNM///lPY9WqVcZPP/1k7Nmzx3j66acNwIiPjy+ucbXH6Td//etfjS5dulz2mM58nB599FHDz8/P2LRpU4k/RxcuXCiucbXz6XrWZPbz6XrWZPbz6XrW9Buznk+xsbFGQkKCceTIESM5OdmYOnWq4ebmZqxfv94wDHOeSwom5eS3t8H98Xb//fcbhmEY999/v3HzzTeX2GfTpk1G+/btDS8vL6Np06bGm2++eclxly9fbrRp08bw9PQ0QkNDS5zAFe1a13TzzTeXWm8YhvHUU08ZTZo0Mby8vIwGDRoYffv2NbZu3WraNc2aNcto0aKF4e3tbdStW9e46aabjM8///yS47rS42QYhnH+/HmjRo0axsKFCy97TGc+TpdbC2C89957xTWudj5dz5rMfj5dz5rMfj5d7589M59PY8aMMUJCQop/d69evYpDiWGY81yyGMb/XdUiIiIi4mS6xkRERERMQ8FERERETEPBRERERExDwURERERMQ8FERERETEPBRERERExDwURERERMQ8FERERETEPBRERERExDwURETO0f//gHFouFMWPGXPbnZ86cISAgAF9fX44dO8bo0aOxWCxXvWVmZlbySkSkLBRMRMTUnnrqKXr06MF7773HZ599dsnPH330UTIyMvjnP/9JkyZNAHjmmWdIS0u74k1EzMvD2Q2IiJTGzc2NxYsXExUVxUMPPcTevXupV68eAP/+97+Jj4/ntttuK/F187Vr1yYwMNBZLYvIn6CJiYiYXvPmzZk9ezbp6emMGzcOgLS0NB5//HHq1KnDO++84+QORaS8aGIiIi7h0UcfZdWqVSxbtowhQ4awePFizp07xwcffECjRo2c3Z6IlBMFExFxCRaLhXfffZeIiAhGjRqF3W7nrrvu4q9//auzWxORcqSXckTEZQQHB/O3v/0Nu92O1WplwYIFzm5JRMqZgomIuIzTp0/z9ttvA2C32/n888+d3JGIlDcFExFxGQ8//DBnz55l9uzZ1KtXj/Hjx3Py5ElntyUi5UjBRERcwvvvv8+aNWsYPHgwkyZNYv78+WRlZfHQQw85uzURKUcKJiJieidOnODJJ5/E39+ft956C4B7772XwYMHs3btWt577z0ndygi5UXBRERMb+zYsWRlZfH6668TEBBQvP2tt97C39+f8ePHc+LECSd2KCLlRcFERExtwYIFrF+/nmHDhjFy5MgSPwsICOBf//oXWVlZPPzww07qUETKk4KJiJjWkSNHmDRpEg0bNuTNN9+8bM0999zDkCFDWLt2Le+++24ldygi5U0fsCYiptWsWTOys7OvWhcfH1/83wkJCRXZkohUME1MRERExDQUTESkyomNjcVisVzxJiLmZTEMw3B2EyIi5SUnJ4e8vLyr1vn7+yukiJiQgomIiIiYhl7KEREREdNQMBERERHTUDARERER01AwEREREdNQMBERERHTUDARERER01AwEREREdNQMBERERHT+H/3Q7m6LIZ/7QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimSun']  # SimSun是宋体的英文名称\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 确保负号显示正确\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot([1, 2, 3], [4, 5, 6])\n",
    "plt.title('宋体测试', fontsize=16)\n",
    "plt.xlabel('X轴', fontsize=14)\n",
    "plt.ylabel('Y轴', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "font_path = '/System/Library/Fonts/Supplemental/Songti.ttc'\n",
    "prop = font_manager.FontProperties(fname=font_path)\n",
    " \n",
    "# 创建一个自定义的FontProperties对象，并将其用于文本对象\n",
    "plt.text(0.5, 0.5, '测试中文显示', fontproperties=prop, fontsize=16, ha='center')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import style\n",
    "import matplotlib.pyplot as plt  # 画图模块\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "from matplotlib.font_manager import FontProperties # 作图中文\n",
    "from pylab import mpl\n",
    "from matplotlib import rcParams\n",
    " \n",
    "# 设置字体为SimHei显示中文\n",
    "rcParams['font.sans-serif'] = ['Songti']  # 用来正常显示中文标签\n",
    "rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "plt.figure(figsize=(10, 5))\n",
    "from matplotlib import font_manager\n",
    "font_path = '/System/Library/Fonts/Supplemental/Songti.ttc'\n",
    "prop = font_manager.FontProperties(fname=font_path)\n",
    "matplotlib.rcParams['font.family'] = 'sans-serif'\n",
    "matplotlib.rcParams['font.sans-serif'] = [font_path.split('/')[-1].split('.')[0],  # 仅使用字体名（不带路径和扩展名）\n",
    "                                          'Arial', 'DejaVu Sans', 'Liberation Sans',\n",
    "                                          'Bitstream Vera Sans', 'sans-serif']\n",
    "from matplotlib.font_manager import FontProperties\n",
    "font = FontProperties(fname=font_path, size=10)  # 设置字体大小和路径\n",
    "from matplotlib.ticker import FuncFormatter \n",
    "def format_func(value, tick_number):\n",
    "    # 将值格式化为两位小数字符串\n",
    "    return '{:.2f}'.format(value)\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "# 绘制存款利率\n",
    "plt.plot(pdata['日期'], pdata['定期存款利率:1年(整存整取)'], color='red',linestyle='-',linewidth=1,markersize=6,alpha=0.4,label='存款基准利率:1年期')\n",
    " \n",
    "# 绘制贷款利率\n",
    "plt.plot(pdata['日期'], pdata['短期贷款利率:6个月至1年(含)'],color='blue',linestyle='--',linewidth=1,markersize=6,alpha=0.4,label='贷款基准利率:1年期')\n",
    " \n",
    "# 添加标题和标签\n",
    "#plt.title('basic rate')\n",
    "#plt.xlabel('time')\n",
    "#plt.ylabel('rate')\n",
    " \n",
    "# 添加网格线\n",
    "plt.grid(False)\n",
    " \n",
    "# 显示图例\n",
    "plt.legend(prop=font) \n",
    " \n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    " \n",
    "# 设置字体路径（替换为您的字体路径）\n",
    "font_path = '/System/Library/Fonts/Supplemental/Songti.ttc'\n",
    " \n",
    "# 配置matplotlib以使用该字体\n",
    "matplotlib.rcParams['font.family'] = 'sans-serif'\n",
    "matplotlib.rcParams['font.sans-serif'] = [font_path.split('/')[-1].split('.')[0],  # 仅使用字体名（不带路径和扩展名）\n",
    "                                          ]\n",
    "from matplotlib.font_manager import FontProperties\n",
    "font = FontProperties(fname=font_path, size=10)  # 设置字体大小和路径\n",
    "from matplotlib.ticker import FuncFormatter \n",
    "def format_func(value, tick_number):\n",
    "    # 将值格式化为两位小数字符串\n",
    "    return '{:.2f}'.format(value)\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    " \n",
    "# 绘制示例图形并设置中文图例\n",
    "plt.plot([1, 2, 3], [1, 4, 9], label='我成功了')\n",
    "plt.legend(prop=font)  # 使用FontProperties对象设置图例字体\n",
    "plt.title('我真的是个天才', fontproperties=font)  # 也可以为标题设置字体\n",
    "plt.xlabel('智商', fontproperties=font)\n",
    "plt.ylabel('情商', fontproperties=font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "时间      int64\n",
       "b     float64\n",
       "K     float64\n",
       "H     float64\n",
       "N     float64\n",
       "M     float64\n",
       "D     float64\n",
       "T     float64\n",
       "h     float64\n",
       "d     float64\n",
       "G     float64\n",
       "tr    float64\n",
       "ts    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regdata = pd.read_excel('测算结果.xlsx')\n",
    "regdata=regdata.dropna()\n",
    "regdata.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(regdata['时间'], regdata['b'], label='Marginal propensity to consume')\n",
    "from matplotlib.ticker import FuncFormatter \n",
    "def format_func(value, tick_number):\n",
    "    # 将值格式化为两位小数字符串\n",
    "    return '{:.2f}'.format(value)\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(regdata['时间'], regdata['K'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(regdata['时间'], regdata['h'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(regdata['时间'], regdata['N'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M_data = regdata[regdata['时间'] > 1992]\n",
    "M_data\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(M_data['时间'], M_data['M'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(M_data['时间'], M_data['d'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(regdata['时间'],regdata['T'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(M_data['时间'], M_data['G'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(M_data['时间'], M_data['ts'])\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日本</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1980-02-19</th>\n",
       "      <td>7.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980-03-19</th>\n",
       "      <td>9.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980-08-20</th>\n",
       "      <td>8.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980-11-06</th>\n",
       "      <td>7.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981-03-18</th>\n",
       "      <td>6.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>2024-06-26</th>\n",
       "      <td>0.30</td>\n",
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       "    <tr>\n",
       "      <th>2024-06-27</th>\n",
       "      <td>0.30</td>\n",
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       "    <tr>\n",
       "      <th>2024-06-28</th>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-29</th>\n",
       "      <td>0.30</td>\n",
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       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>0.30</td>\n",
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       "<p>9679 rows × 1 columns</p>\n",
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      ],
      "text/plain": [
       "              日本\n",
       "日期              \n",
       "1980-02-19  7.25\n",
       "1980-03-19  9.00\n",
       "1980-08-20  8.25\n",
       "1980-11-06  7.25\n",
       "1981-03-18  6.25\n",
       "...          ...\n",
       "2024-06-26  0.30\n",
       "2024-06-27  0.30\n",
       "2024-06-28  0.30\n",
       "2024-06-29  0.30\n",
       "2024-06-30  0.30\n",
       "\n",
       "[9679 rows x 1 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel('宏观EDB.xlsx')\n",
    "data['日期'] = pd.to_datetime(data['日期'])\n",
    "data=data.set_index('日期')\n",
    "data=data.drop(columns='序号')\n",
    "data1=data.loc[:, ['日本']]\n",
    "data2=data.loc[:, ['美国']]\n",
    "data3=data.loc[:, ['欧元区']]\n",
    "data4=data.loc[:, ['英国:基准利率']]\n",
    "data1=data1.dropna()\n",
    "data2=data2.dropna()\n",
    "data3=data3.dropna()\n",
    "data4=data4.dropna()\n",
    "data1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>美国</th>\n",
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       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1980-01-01</th>\n",
       "      <td>14.77</td>\n",
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       "    <tr>\n",
       "      <th>1980-01-02</th>\n",
       "      <td>14.00</td>\n",
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       "    <tr>\n",
       "      <th>1980-01-03</th>\n",
       "      <td>13.89</td>\n",
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       "    <tr>\n",
       "      <th>1980-01-04</th>\n",
       "      <td>14.00</td>\n",
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       "    <tr>\n",
       "      <th>1980-01-07</th>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2024-06-21</th>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-24</th>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-25</th>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-26</th>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-27</th>\n",
       "      <td>5.33</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11606 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               美国\n",
       "日期               \n",
       "1980-01-01  14.77\n",
       "1980-01-02  14.00\n",
       "1980-01-03  13.89\n",
       "1980-01-04  14.00\n",
       "1980-01-07  14.00\n",
       "...           ...\n",
       "2024-06-21   5.33\n",
       "2024-06-24   5.33\n",
       "2024-06-25   5.33\n",
       "2024-06-26   5.33\n",
       "2024-06-27   5.33\n",
       "\n",
       "[11606 rows x 1 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>欧元区</th>\n",
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       "    <tr>\n",
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       "      <th></th>\n",
       "    </tr>\n",
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       "      <th>1998-12-31</th>\n",
       "      <td>3.00</td>\n",
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       "    <tr>\n",
       "      <th>1999-01-31</th>\n",
       "      <td>3.00</td>\n",
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       "    <tr>\n",
       "      <th>1999-02-28</th>\n",
       "      <td>3.00</td>\n",
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       "    <tr>\n",
       "      <th>1999-03-31</th>\n",
       "      <td>3.00</td>\n",
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       "      <th>1999-04-30</th>\n",
       "      <td>2.50</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>2024-01-31</th>\n",
       "      <td>4.50</td>\n",
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       "      <th>2024-02-29</th>\n",
       "      <td>4.50</td>\n",
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       "      <th>2024-03-31</th>\n",
       "      <td>4.50</td>\n",
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       "      <th>2024-04-30</th>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>4.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>304 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             欧元区\n",
       "日期              \n",
       "1998-12-31  3.00\n",
       "1999-01-31  3.00\n",
       "1999-02-28  3.00\n",
       "1999-03-31  3.00\n",
       "1999-04-30  2.50\n",
       "...          ...\n",
       "2024-01-31  4.50\n",
       "2024-02-29  4.50\n",
       "2024-03-31  4.50\n",
       "2024-04-30  4.50\n",
       "2024-05-31  4.25\n",
       "\n",
       "[304 rows x 1 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>英国:基准利率</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>日期</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1980-07-03</th>\n",
       "      <td>16.00</td>\n",
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       "    <tr>\n",
       "      <th>1980-11-25</th>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981-03-11</th>\n",
       "      <td>12.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981-08-25</th>\n",
       "      <td>12.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981-09-15</th>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-21</th>\n",
       "      <td>5.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-24</th>\n",
       "      <td>5.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-25</th>\n",
       "      <td>5.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-26</th>\n",
       "      <td>5.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-27</th>\n",
       "      <td>5.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3190 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            英国:基准利率\n",
       "日期                 \n",
       "1980-07-03    16.00\n",
       "1980-11-25    14.00\n",
       "1981-03-11    12.00\n",
       "1981-08-25    12.69\n",
       "1981-09-15    14.00\n",
       "...             ...\n",
       "2024-06-21     5.25\n",
       "2024-06-24     5.25\n",
       "2024-06-25     5.25\n",
       "2024-06-26     5.25\n",
       "2024-06-27     5.25\n",
       "\n",
       "[3190 rows x 1 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 5))\n",
    "ax1 = fig.add_subplot(1, 1, 1)\n",
    "font = FontProperties(fname=font_path, size=10)\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "ax1.plot(data1['日本'],color='red',linestyle='-',label='日本')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation = 90)\n",
    "ax1.set_ylabel('日本和欧元区利率',fontproperties=font)\n",
    "ax2 = ax1.twinx()  #twinx()函数表示共享x轴\n",
    "plt.gca().yaxis.set_major_formatter(FuncFormatter(format_func))\n",
    "ax2.plot(data2['美国'],color='blue',linestyle=(0, (1, 3)),label='美国')\n",
    "ax1.plot(data3['欧元区'],color='green',linestyle='--',label='欧元区')\n",
    "ax2.plot(data4['英国:基准利率'],color='black',linestyle=(0, (5, 5, 1, 5)) ,label='英国')\n",
    "ax2.set_ylabel('美国和英国利率',fontproperties=font)\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax2.legend(lines + lines2 , labels + labels2 , loc='upper right',prop=font)\n",
    "fig = plt.gcf()\n",
    "#fig.savefig('小熊电器.pdf', bbox_inches='tight')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/tanzhuang/opt/anaconda3/lib/python3.9/site-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 33521 (\\N{CJK UNIFIED IDEOGRAPH-82F1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/Users/tanzhuang/opt/anaconda3/lib/python3.9/site-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 22269 (\\N{CJK UNIFIED IDEOGRAPH-56FD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 5))\n",
    "plt.plot(\n",
    "    '日本',  \n",
    "    '.-r', \n",
    "    label='日本',  \n",
    "    linewidth=1, \n",
    "    data=data1)  \n",
    "\n",
    "plt.plot(\n",
    "    '美国', \n",
    "    '--b', \n",
    "    label='美国', \n",
    "    linewidth=1, \n",
    "    data=data2) \n",
    "\n",
    "plt.plot(\n",
    "    '欧元区', \n",
    "    '.g', \n",
    "    label='欧元区', \n",
    "    linewidth=1, \n",
    "    data=data3) \n",
    "\n",
    "plt.plot(\n",
    "    '英国', \n",
    "    '-.c', \n",
    "    label='英国', \n",
    "    linewidth=1, \n",
    "    data=data4) \n",
    "plt.legend(prop=font) # 显示图例\n",
    "fig = plt.gcf()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "for column in data.columns:\n",
    "    plt.plot(data.index, data[column], label=column)\n",
    "plt.legend(prop=font)\n",
    "plt.grid(False)\n",
    "#plt.savefig('SMB.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
